{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "testing_image_datagen.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "<font color=#c33432, size=6>Image DataGenerator</font>\n"
      ],
      "metadata": {
        "id": "iZ2KPrzbRatq"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aPIQohqx_2I_",
        "outputId": "1fd95e9f-dc4e-48e6-bb14-c21c2c3ce896"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive/\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive/', force_remount = True)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "path_ = '/content/drive/My Drive/DSL/testing_datagenerator/path'"
      ],
      "metadata": {
        "id": "jkY7Qv_hASqa"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cd '/content/drive/My Drive/DSL/testing_datagenerator/path'"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oXP4cp6wC10D",
        "outputId": "36020449-6db6-461b-a8f9-2c3b13df7509"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/My Drive/DSL/testing_datagenerator/path\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from utils import ECGImageDataset\n",
        "from torch.utils.data import DataLoader\n",
        "\n",
        "print(\"Loading data...\")\n",
        "train_dataset = ECGImageDataset(path_,  [2,2,2], 'train')\n",
        "dev_dataset = ECGImageDataset(path_,  [2,2,2], 'dev')\n",
        "test_dataset = ECGImageDataset(path_,  [2,2,2], 'test')\n",
        "\n",
        "train_dataloader = DataLoader(train_dataset, batch_size=2, shuffle=True)\n",
        "dev_dataloader = DataLoader(dev_dataset, batch_size=1, shuffle=False)\n",
        "test_dataloader = DataLoader(test_dataset, batch_size=1, shuffle=False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OvHN2ZxVBi56",
        "outputId": "afd97fa8-fc81-4299-9c9b-7e7679ad58fc"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Loading data...\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "#based on https://pytorch.org/tutorials/beginner/basics/data_tutorial.html\n",
        "# Display image and label.\n",
        "train_features, train_labels = next(iter(train_dataloader))\n",
        "print(f\"Feature batch shape: {train_features.size()}\")\n",
        "print(f\"Labels batch shape: {train_labels.size()}\")\n",
        "print(train_labels)\n",
        "img = train_features[0].squeeze()\n",
        "print(img.shape)\n",
        "img = img[0]\n",
        "label = train_labels[0]\n",
        "plt.imshow(img, cmap=\"gray\")\n",
        "plt.show()\n",
        "print(f\"Label: {label}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 377
        },
        "id": "LfSn06vPCyLh",
        "outputId": "c9c9a05b-8797-40df-a39b-55a38f5e063d"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Feature batch shape: torch.Size([2, 9, 1000, 1000])\n",
            "Labels batch shape: torch.Size([2, 4])\n",
            "tensor([[0, 1, 0, 1],\n",
            "        [0, 0, 0, 0]])\n",
            "torch.Size([9, 1000, 1000])\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Label: tensor([0, 1, 0, 1])\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "Hke367jPNdCg"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}